Financial Quantitative Analysts
Medium51.50%
Salary Range
Low (10th %)$43,510
Median$78,310
High (90th %)$139,960
AI Prompt Guides for Financial Quantitative Analysts
Unlock expert prompt guides tailored for this Financial Quantitative Analysts. Get strategies to boost your productivity and results with AI.
AI Prompt Tool for Financial Quantitative Analysts
Experiment with and customize AI prompts designed for this occupation. Try, edit, and save prompts for your workflow.
Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis.
The occupation "Financial Quantitative Analysts" carries an automation risk of 51.5%, closely reflecting its base risk of 52.4%. This relatively high risk stems from the core tasks in the field, which heavily rely on mathematical modeling, data analysis, and standardized procedures—areas where artificial intelligence and advanced software excel. The top three most automatable tasks—applying mathematical or statistical techniques to solve financial problems, developing analytical tools for portfolio optimization and pricing models, and interpreting the results of financial analyses—are all well within the capabilities of current AI systems. Automation technologies can process vast amounts of financial data quickly, identify correlations, and optimize complex investment strategies more efficiently than human analysts. As a result, much of the routine modeling and statistical analysis that forms the backbone of the profession can be systematized and handled by advanced algorithms and machine learning systems. Despite this susceptibility, significant aspects of the Financial Quantitative Analysts’ role are resistant to automation, largely due to the need for human intuition, domain-specific knowledge, and creative problem-solving. The most resistant tasks include analyzing pricing or risks of carbon trading products, assessing the potential impacts of climate change on financial matters, and developing tools for green technologies or financial products. These responsibilities require analysts to synthesize emerging information, consider broader socio-economic implications, and engage with nascent markets and regulations where precedent is limited or evolving. Such work often deals with ambiguity, shifting parameters, and interdisciplinary complexity that are not easily reduced to algorithmic processes or historical modeling, making human judgment paramount. The critical bottleneck skills for this occupation are centered on originality, with ratings of 3.1% and 3.6%, indicating that while automation can handle repetitive and formulaic aspects of the job, it struggles with innovative thinking and the formulation of novel approaches. Originality is essential for developing new financial models in response to rapidly changing market conditions and uncharted risks, such as those posed by climate change and emerging environmental regulations. Machines may aid in the analysis, but conceptualizing unconventional strategies or tools that address unique or unpredictable challenges remains a primarily human domain. Therefore, while "Financial Quantitative Analysts" face a significant risk from automation, their continued relevance will depend on their ability to leverage creative problem-solving and adapt to new, complex financial landscapes beyond the reach of standard industry algorithms.
Filter by Automatable Status
Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.
Partially Automatable
Interpret results of financial analysis procedures.
Partially Automatable
Define or recommend model specifications or data collection methods.
Partially Automatable
Produce written summary reports of financial research results.
Partially Automatable
Maintain or modify all financial analytic models in use.
Partially Automatable
Devise or apply independent models or tools to help verify results of analytical systems.
Partially Automatable
Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.
Partially Automatable
Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.
Partially Automatable
Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.
Partially Automatable
Research new financial products or analytics to determine their usefulness.
Partially Automatable
Identify, track, or maintain metrics for trading system operations.
Automatable
Collaborate with product development teams to research, model, validate, or implement quantitative structured solutions for new or expanded markets.
Partially Automatable
Prepare requirements documentation for use by software developers.
Partially Automatable
Develop solutions to help clients hedge carbon exposure or risk.
Partially Automatable
Develop tools to assess green technologies or green financial products, such as green hedge funds or social responsibility investment funds.
Partially Automatable
Analyze pricing or risks of carbon trading products.
Partially Automatable
Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.
Partially Automatable
Develop methods of assessing or measuring corporate performance in terms of environmental, social, and governance (ESG) issues.
Partially Automatable
Assess the potential impact of climate change on business financial issues, such as damage repairs, insurance costs, or potential disruptions of daily activities.
Partially Automatable
Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.
Partially Automatable
Provide application or analytical support to researchers or traders on issues such as valuations or data.
Partially Automatable
Reading ComprehensionActive ListeningSpeakingCritical ThinkingLearning StrategiesOperations MonitoringEquipment MaintenanceSystems EvaluationWritingMathematicsScienceActive LearningMonitoringSocial PerceptivenessCoordinationPersuasionNegotiationInstructingService OrientationComplex Problem SolvingOperations AnalysisTechnology DesignEquipment SelectionInstallationProgrammingOperation and ControlTroubleshootingRepairingQuality Control AnalysisJudgment and Decision MakingSystems AnalysisTime ManagementManagement of Financial ResourcesManagement of Material ResourcesManagement of Personnel Resources
Arm-Hand SteadinessAuditory AttentionCategory FlexibilityControl PrecisionDeductive ReasoningDepth PerceptionDynamic FlexibilityDynamic StrengthExplosive StrengthExtent FlexibilityFar VisionFinger DexterityFlexibility of ClosureFluency of IdeasGlare SensitivityGross Body CoordinationGross Body EquilibriumHearing SensitivityInductive ReasoningInformation OrderingManual DexterityMathematical ReasoningMemorizationMultilimb CoordinationNear VisionNight VisionNumber FacilityOral ComprehensionOral ExpressionOriginalityPerceptual SpeedPeripheral VisionProblem SensitivityRate ControlReaction TimeResponse OrientationSelective AttentionSound LocalizationSpatial OrientationSpeech ClaritySpeech RecognitionSpeed of ClosureSpeed of Limb MovementStaminaStatic StrengthTime SharingTrunk StrengthVisual Color DiscriminationVisualizationWrist-Finger SpeedWritten ComprehensionWritten Expression
Administration and ManagementAdministrativeEconomics and AccountingSales and MarketingCustomer and Personal ServicePersonnel and Human ResourcesProduction and ProcessingFood ProductionComputers and ElectronicsEngineering and TechnologyDesignBuilding and ConstructionForeign LanguageHistory and ArcheologyPsychologySociology and AnthropologyGeographyMedicine and DentistryFine ArtsPhilosophy and TheologyMechanicalMathematicsPhysicsBiologyEnglish LanguageEducation and TrainingLaw and GovernmentTelecommunicationsCommunications and MediaTransportationTherapy and CounselingPublic Safety and SecurityChemistry
Monitoring Processes, Materials, or SurroundingsGetting InformationIdentifying Objects, Actions, and EventsInspecting Equipment, Structures, or MaterialsJudging the Qualities of Objects, Services, or PeopleProcessing InformationEvaluating Information to Determine Compliance with StandardsAnalyzing Data or InformationMaking Decisions and Solving ProblemsThinking CreativelyUpdating and Using Relevant KnowledgeDeveloping Objectives and StrategiesScheduling Work and ActivitiesOrganizing, Planning, and Prioritizing WorkPerforming General Physical ActivitiesHandling and Moving ObjectsControlling Machines and ProcessesDocumenting/Recording InformationDrafting, Laying Out, and Specifying Technical Devices, Parts, and EquipmentInterpreting the Meaning of Information for OthersCommunicating with Supervisors, Peers, or SubordinatesCommunicating with People Outside the OrganizationEstablishing and Maintaining Interpersonal RelationshipsAssisting and Caring for OthersSelling or Influencing OthersResolving Conflicts and Negotiating with OthersPerforming for or Working Directly with the PublicCoordinating the Work and Activities of OthersDeveloping and Building TeamsTraining and Teaching OthersRepairing and Maintaining Mechanical EquipmentGuiding, Directing, and Motivating SubordinatesCoaching and Developing OthersProviding Consultation and Advice to OthersPerforming Administrative ActivitiesStaffing Organizational UnitsMonitoring and Controlling ResourcesEstimating the Quantifiable Characteristics of Products, Events, or InformationOperating Vehicles, Mechanized Devices, or EquipmentWorking with ComputersRepairing and Maintaining Electronic Equipment
Microsoft DynamicsIBM SPSS StatisticsMicrosoft Visual BasicMicroStrategyAmazon Web Services AWS softwareJavaScriptApache HiveMicrosoft Azure softwarePythonC#C++LinuxMicrosoft Visual StudioOracle JavaPerlMicrosoft Power BIInsightful S-PLUSBloomberg ProfessionalMicroStrategy DesktopWeb browser softwareTableauRSASStataCorp StataUNIXMicrosoft SQL ServerMicrosoft VisioMicrosoft Visual Basic for Applications VBAOracle JD Edwards EnterpriseOneThe MathWorks MATLABC++Apache HiveC#Bloomberg ProfessionalMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPointWeb browser softwareTableauMicrosoft AccessStructured query language SQLIBM SPSS StatisticsMicrosoft VisioMicrosoft Visual BasicMicroStrategyOracle JD Edwards EnterpriseOneRSASStataCorp StataJavaScriptPythonMicrosoft DynamicsLinuxOracle JavaPerlUNIXMicrosoft Power BIInsightful S-PLUSIBM Cognos Business IntelligenceAmazon Web Services AWS softwareMicrosoft Azure softwareMicrosoft Visual StudioMicrosoft AccessMicrosoft SQL ServerThe MathWorks MATLABIBM Cognos Business IntelligenceMicroStrategy DesktopStructured query language SQLMicrosoft Visual Basic for Applications VBAMicrosoft ExcelMicrosoft Office softwareMicrosoft PowerPoint
Investment Fund Managers
Medium51.60%
Plan, direct, or coordinate investment strategy or operations for a large pool of liquid assets supplied by institutional investors or individual investors.
Management Analysts
Medium51.36%
Conduct organizational studies and evaluations, design systems and procedures, conduct work simplification and measurement studies, and prepare operations and procedures manuals to assist management in operating more efficiently and effectively. Includes program analysts and management consultants.
Credit Analysts
Medium60.56%
Analyze credit data and financial statements of individuals or firms to determine the degree of risk involved in extending credit or lending money. Prepare reports with credit information for use in decisionmaking.
Financial and Investment Analysts
Medium50.96%
Conduct quantitative analyses of information involving investment programs or financial data of public or private institutions, including valuation of businesses.
Financial Risk Specialists
Medium55.00%
Analyze and measure exposure to credit and market risk threatening the assets, earning capacity, or economic state of an organization. May make recommendations to limit risk.
Computer Systems Analysts
Medium48.05%
Analyze science, engineering, business, and other data processing problems to develop and implement solutions to complex applications problems, system administration issues, or network concerns. Perform systems management and integration functions, improve existing computer systems, and review computer system capabilities, workflow, and schedule limitations. May analyze or recommend commercially available software.
Database Architects
Medium50.12%
Design strategies for enterprise databases, data warehouse systems, and multidimensional networks. Set standards for database operations, programming, query processes, and security. Model, design, and construct large relational databases or data warehouses. Create and optimize data models for warehouse infrastructure and workflow. Integrate new systems with existing warehouse structure and refine system performance and functionality.
Data Warehousing Specialists
Medium49.22%
Design, model, or implement corporate data warehousing activities. Program and configure warehouses of database information and provide support to warehouse users.
Software Developers
Medium51.32%
Research, design, and develop computer and network software or specialized utility programs. Analyze user needs and develop software solutions, applying principles and techniques of computer science, engineering, and mathematical analysis. Update software or enhance existing software capabilities. May work with computer hardware engineers to integrate hardware and software systems, and develop specifications and performance requirements. May maintain databases within an application area, working individually or coordinating database development as part of a team.
Penetration Testers
Medium51.14%
Evaluate network system security by conducting simulated internal and external cyberattacks using adversary tools and techniques. Attempt to breach and exploit critical systems and gain access to sensitive information to assess system security.
Actuaries
Medium47.56%
Analyze statistical data, such as mortality, accident, sickness, disability, and retirement rates and construct probability tables to forecast risk and liability for payment of future benefits. May ascertain insurance rates required and cash reserves necessary to ensure payment of future benefits.
Mathematicians
Medium44.50%
Conduct research in fundamental mathematics or in application of mathematical techniques to science, management, and other fields. Solve problems in various fields using mathematical methods.
Operations Research Analysts
Medium49.05%
Formulate and apply mathematical modeling and other optimizing methods to develop and interpret information that assists management with decisionmaking, policy formulation, or other managerial functions. May collect and analyze data and develop decision support software, services, or products. May develop and supply optimal time, cost, or logistics networks for program evaluation, review, or implementation.
Statisticians
Medium53.05%
Develop or apply mathematical or statistical theory and methods to collect, organize, interpret, and summarize numerical data to provide usable information. May specialize in fields such as biostatistics, agricultural statistics, business statistics, or economic statistics. Includes mathematical and survey statisticians.
Biostatisticians
Medium55.00%
Develop and apply biostatistical theory and methods to the study of life sciences.
Data Scientists
Medium59.38%
Develop and implement a set of techniques or analytics applications to transform raw data into meaningful information using data-oriented programming languages and visualization software. Apply data mining, data modeling, natural language processing, and machine learning to extract and analyze information from large structured and unstructured datasets. Visualize, interpret, and report data findings. May create dynamic data reports.
Business Intelligence Analysts
Medium52.10%
Produce financial and market intelligence by querying data repositories and generating periodic reports. Devise methods for identifying data patterns and trends in available information sources.
Economists
Medium50.93%
Conduct research, prepare reports, or formulate plans to address economic problems related to the production and distribution of goods and services or monetary and fiscal policy. May collect and process economic and statistical data using sampling techniques and econometric methods.
Securities, Commodities, and Financial Services Sales Agents
High72.23%
Buy and sell securities or commodities in investment and trading firms, or provide financial services to businesses and individuals. May advise customers about stocks, bonds, mutual funds, commodities, and market conditions.
Statistical Assistants
High75.61%
Compile and compute data according to statistical formulas for use in statistical studies. May perform actuarial computations and compile charts and graphs for use by actuaries. Includes actuarial clerks.
Environmental Economists
Medium50.32%
Conduct economic analysis related to environmental protection and use of the natural environment, such as water, air, land, and renewable energy resources. Evaluate and quantify benefits, costs, incentives, and impacts of alternative options using economic principles and statistical techniques.
Survey Researchers
Medium52.28%
Plan, develop, or conduct surveys. May analyze and interpret the meaning of survey data, determine survey objectives, or suggest or test question wording. Includes social scientists who primarily design questionnaires or supervise survey teams.